The silence was the worst part. He stood on his porch, the familiar rumble of the neighborhood strangely absent. His truck was gone. A bright pink sticker, a garish announcement of his failure, clung stubbornly to the pavement.

He hadn’t realized how much he relied on the mechanical hum of the engine, the familiar thrum of the radio. He’d let the registration lapse, another item added to the long list of neglected responsibilities. He’d let everything lapse.

He went inside, each step leaden. He couldn't even bring himself to sit down. He paced the confines of his small apartment, the walls closing in, the emptiness of his own existence amplified by the space the truck had once occupied. He felt like he was suffocating.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255